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Ditch slow, verbose language-based action planning: this diffusion model directly predicts discrete, kinematically feasible waypoints for faster, more precise autonomous driving.
Two-stream attention in any-order autoregressive models isn't just about separating position from content, but about resolving a deeper structural-semantic tradeoff that single-stream models can't handle.